{"id":"W4235610169","doi":"10.32920/ryerson.14655072","title":"Sustainable asset and project management","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Modeling, Simulation, and Optimization","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Ontario Centres of Excellence","keywords":"Asset (computer security); Greenhouse gas; Environmental economics; Business; Work (physics); Sustainable development; Natural resource; Fixed asset; Asset management; Finance; Economics; Computer science; Engineering; Production (economics); Microeconomics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002956592,0.000162728,0.0002128443,0.0001170717,0.00007732346,0.0002231297,0.00008631722,0.0001550063,0.0001487576],"category_scores_gemma":[0.00006136638,0.0001513227,0.00004778019,0.00007816495,0.00001018715,0.00007786173,0.0005333215,0.000137375,0.000001136961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005845732,"about_ca_system_score_gemma":0.00007711196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001413998,"about_ca_topic_score_gemma":0.00003914849,"domain_scores_codex":[0.9990028,0.00004540779,0.000251471,0.0003454794,0.0001820397,0.0001727939],"domain_scores_gemma":[0.9992265,0.00004759697,0.0001070953,0.000377629,0.0002137426,0.00002740279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002638601,0.0003620961,0.0007799819,0.01525584,0.0004840573,0.0001127689,0.006877602,0.1316234,0.000001261381,0.8013047,0.04154553,0.001626376],"study_design_scores_gemma":[0.0005456262,0.0000173906,0.0001130745,0.0002216432,0.0002574695,0.000003555597,0.007051248,0.7303992,0.00002693128,0.2558675,0.004990664,0.0005057041],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03627659,0.0002632063,0.8623446,0.0001056047,0.0001513848,0.001620191,0.00000402968,0.0002163011,0.0990181],"genre_scores_gemma":[0.1576755,0.0008137978,0.6441409,0.0001127041,0.0001286524,0.0001525488,0.0003581261,0.00006801647,0.1965498],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5987757,"threshold_uncertainty_score":0.6170762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05688808232340276,"score_gpt":0.3423657228364896,"score_spread":0.2854776405130869,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}